{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 23: Dollar Neutral Portfolios\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4036%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2409%</td>\n",
       "      <td>1.3735%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2411%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>-0.1466%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07</th>\n",
       "      <td>-5.1389%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6059%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08</th>\n",
       "      <td>0.2737%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7641%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11</th>\n",
       "      <td>-4.3384%</td>\n",
       "      <td>0.1693%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5287%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0331%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 APA       BA      BAX      BMY    CMCSA      CNP      CPB  \\\n",
       "Date                                                                         \n",
       "2016-01-05  -2.0257%  0.4057%  0.4036%  1.9693%  0.0180%  0.9305%  0.3678%   \n",
       "2016-01-06 -11.4863% -1.5879%  0.2411% -1.7557% -0.7727% -1.2473% -0.1736%   \n",
       "2016-01-07  -5.1389% -4.1922% -1.6573% -2.7699% -1.1047% -1.9769% -1.2207%   \n",
       "2016-01-08   0.2737% -2.2705% -1.6037% -2.5425%  0.1099% -0.2241%  0.5706%   \n",
       "2016-01-11  -4.3384%  0.1693% -1.6851% -1.0215%  0.0915% -1.1791%  0.5674%   \n",
       "\n",
       "                 DE      HPQ      JCI  ...       NI     PCAR      PSA  \\\n",
       "Date                                   ...                              \n",
       "2016-01-05  0.5783%  0.9483% -1.1953%  ...  1.5881%  0.0212%  2.8236%   \n",
       "2016-01-06 -1.1239% -3.5867% -0.9551%  ...  0.5547%  0.0212%  0.1592%   \n",
       "2016-01-07 -0.8855% -4.6059% -2.5394%  ... -2.2066% -3.0309% -1.0411%   \n",
       "2016-01-08 -1.6402% -1.7641% -0.1649%  ... -0.1539% -1.1366% -0.7308%   \n",
       "2016-01-11  0.5287%  0.6616%  0.0331%  ...  1.6436%  0.0000%  0.9869%   \n",
       "\n",
       "                SEE        T      TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                       \n",
       "2016-01-05  0.9758%  0.6987%  1.7539% -0.1730%  0.2409%  1.3735% -1.0857%  \n",
       "2016-01-06 -1.5647% -0.1466% -1.0155% -0.7653% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 -3.1557% -1.6148% -0.2700% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 -0.1448%  0.0895% -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 -0.1450%  1.2224%  1.4570%  0.5367% -0.4607%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Mean Risk Dollar Neutral Portfolios\n",
    "\n",
    "To calculate dollar neutral portfolios we have to solve the following problem:\n",
    "\n",
    "$$\n",
    "\\begin{aligned}\n",
    "& \\max_{w} & & \\mu w \\\\\n",
    "& & & \\sum^{N}_{i=1} w_{i} = 0 \\\\\n",
    "& & & \\phi(w) \\leq \\overline{\\phi} \\\\\n",
    "& & & \\sum^{N}_{i=1} \\max(w_{i},0) \\leq W^{L} \\\\\n",
    "& & & \\sum^{N}_{i=1} -\\min(w_{i},0) \\leq W^{S} \\\\\n",
    "& & & W^{S} \\leq w \\leq W^{L}\\\\\n",
    "\\end{aligned}\n",
    "$$\n",
    "\n",
    "Where $\\mu$ is the mean vector, $w$ are the portfolio weights, $\\phi(w)$ is a convex risk function, $\\overline{\\phi}$ is an upper bound for the risk function, $W^{L}$ is the upper bound of positive weights and $W^{S}$ is the upper bound of negative weights.\n",
    "\n",
    "## 3. Dollar Neutral Portfolio with a Constraint on Standard Deviation\n",
    "\n",
    "### 3.1 Calculating Dollar Neutral Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum weights :  -0.0\n"
     ]
    },
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>-25.2748%</td>\n",
       "      <td>11.0539%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.1657%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>3.2913%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-39.6451%</td>\n",
       "      <td>-23.1011%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-3.3423%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              APA       BA     BAX      BMY   CMCSA     CNP      CPB      DE  \\\n",
       "weights -25.2748% 11.0539% 0.0000% -0.1657% 0.0000% 0.0000% -0.0000% 3.2913%   \n",
       "\n",
       "            HPQ      JCI  ...       NI    PCAR       PSA       SEE        T  \\\n",
       "weights 0.0000% -0.0000%  ... -0.0000% 0.0000% -39.6451% -23.1011% -0.0000%   \n",
       "\n",
       "            TGT     TMO      TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% -3.3423% -0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio.Portfolio as pf\n",
    "\n",
    "# Building the portfolio object\n",
    "port = pf.Portfolio(returns=Y)\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu, method_cov=method_cov, d=0.94)\n",
    "\n",
    "# Market neutral constraints:\n",
    "\n",
    "port.sht = True # Allows short positions\n",
    "port.uppersht = 1 # Upper bound for sum of negative weights\n",
    "port.upperlng = 1 # Upper bound for sum of positive weights\n",
    "port.budget = 0 # Sum of all weights\n",
    "port.upperdev = 0.20/252**0.5 # Upper bound for daily standard deviation\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='Classic' # Could be Classic (historical), BL (Black Litterman), FM (Factor Model)\n",
    "                # or BL_FM (Black Litterman with Factor Model)\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "obj = 'MaxRet' # For Market Neutral the objective must be\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 3 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "print(\"Sum weights : \", np.round(np.sum(w.to_numpy()),4))\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio.PlotFunctions as plf\n",
    "\n",
    "# Plotting the composition of the portfolio\n",
    "title = \"Max Return Dollar Neutral with Variance Constraint\"\n",
    "ax = plf.plot_pie(w=w,\n",
    "                  title=title,\n",
    "                  others=0.05,\n",
    "                  nrow=25,\n",
    "                  cmap = \"tab20\",\n",
    "                  height=7,\n",
    "                  width=10,\n",
    "                  ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio using bar chart\n",
    "ax = plf.plot_bar(w,\n",
    "                  title=\"Max Return Dollar Neutral with Variance Constraint\",\n",
    "                  kind=\"v\",\n",
    "                  others=0.05,\n",
    "                  nrow=25,\n",
    "                  height=6,\n",
    "                  width=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Calculating efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "      <th>4</th>\n",
       "      <th>5</th>\n",
       "      <th>6</th>\n",
       "      <th>7</th>\n",
       "      <th>8</th>\n",
       "      <th>9</th>\n",
       "      <th>...</th>\n",
       "      <th>40</th>\n",
       "      <th>41</th>\n",
       "      <th>42</th>\n",
       "      <th>43</th>\n",
       "      <th>44</th>\n",
       "      <th>45</th>\n",
       "      <th>46</th>\n",
       "      <th>47</th>\n",
       "      <th>48</th>\n",
       "      <th>49</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>APA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.7286%</td>\n",
       "      <td>-1.4573%</td>\n",
       "      <td>-2.1859%</td>\n",
       "      <td>-2.9146%</td>\n",
       "      <td>-3.6432%</td>\n",
       "      <td>-4.3719%</td>\n",
       "      <td>-5.1005%</td>\n",
       "      <td>-5.8291%</td>\n",
       "      <td>-6.5578%</td>\n",
       "      <td>...</td>\n",
       "      <td>-78.6981%</td>\n",
       "      <td>-81.2198%</td>\n",
       "      <td>-83.6915%</td>\n",
       "      <td>-86.1195%</td>\n",
       "      <td>-88.5086%</td>\n",
       "      <td>-90.8632%</td>\n",
       "      <td>-93.1868%</td>\n",
       "      <td>-95.4824%</td>\n",
       "      <td>-97.7527%</td>\n",
       "      <td>-100.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.0009%</td>\n",
       "      <td>2.0017%</td>\n",
       "      <td>3.0026%</td>\n",
       "      <td>4.0035%</td>\n",
       "      <td>5.0043%</td>\n",
       "      <td>6.0052%</td>\n",
       "      <td>7.0061%</td>\n",
       "      <td>8.0069%</td>\n",
       "      <td>9.0078%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BAX</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.7362%</td>\n",
       "      <td>1.4723%</td>\n",
       "      <td>2.2085%</td>\n",
       "      <td>2.9447%</td>\n",
       "      <td>3.6809%</td>\n",
       "      <td>4.4170%</td>\n",
       "      <td>5.1532%</td>\n",
       "      <td>5.8894%</td>\n",
       "      <td>6.6255%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BMY</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.0132%</td>\n",
       "      <td>-2.0263%</td>\n",
       "      <td>-3.0395%</td>\n",
       "      <td>-4.0526%</td>\n",
       "      <td>-5.0657%</td>\n",
       "      <td>-6.0789%</td>\n",
       "      <td>-7.0920%</td>\n",
       "      <td>-8.1052%</td>\n",
       "      <td>-9.1183%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CMCSA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0535%</td>\n",
       "      <td>-0.1070%</td>\n",
       "      <td>-0.1605%</td>\n",
       "      <td>-0.2140%</td>\n",
       "      <td>-0.2675%</td>\n",
       "      <td>-0.3210%</td>\n",
       "      <td>-0.3745%</td>\n",
       "      <td>-0.4280%</td>\n",
       "      <td>-0.4815%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CNP</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9077%</td>\n",
       "      <td>1.8154%</td>\n",
       "      <td>2.7231%</td>\n",
       "      <td>3.6308%</td>\n",
       "      <td>4.5384%</td>\n",
       "      <td>5.4461%</td>\n",
       "      <td>6.3539%</td>\n",
       "      <td>7.2615%</td>\n",
       "      <td>8.1692%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CPB</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.2849%</td>\n",
       "      <td>-0.5698%</td>\n",
       "      <td>-0.8547%</td>\n",
       "      <td>-1.1397%</td>\n",
       "      <td>-1.4246%</td>\n",
       "      <td>-1.7095%</td>\n",
       "      <td>-1.9944%</td>\n",
       "      <td>-2.2793%</td>\n",
       "      <td>-2.5642%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.7483%</td>\n",
       "      <td>1.4967%</td>\n",
       "      <td>2.2450%</td>\n",
       "      <td>2.9934%</td>\n",
       "      <td>3.7417%</td>\n",
       "      <td>4.4901%</td>\n",
       "      <td>5.2384%</td>\n",
       "      <td>5.9868%</td>\n",
       "      <td>6.7351%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HPQ</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.1228%</td>\n",
       "      <td>-0.2457%</td>\n",
       "      <td>-0.3685%</td>\n",
       "      <td>-0.4913%</td>\n",
       "      <td>-0.6141%</td>\n",
       "      <td>-0.7369%</td>\n",
       "      <td>-0.8598%</td>\n",
       "      <td>-0.9825%</td>\n",
       "      <td>-1.1054%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JCI</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.2320%</td>\n",
       "      <td>-0.4639%</td>\n",
       "      <td>-0.6959%</td>\n",
       "      <td>-0.9278%</td>\n",
       "      <td>-1.1598%</td>\n",
       "      <td>-1.3918%</td>\n",
       "      <td>-1.6237%</td>\n",
       "      <td>-1.8556%</td>\n",
       "      <td>-2.0876%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>JPM</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.3878%</td>\n",
       "      <td>2.7756%</td>\n",
       "      <td>4.1634%</td>\n",
       "      <td>5.5511%</td>\n",
       "      <td>6.9389%</td>\n",
       "      <td>8.3267%</td>\n",
       "      <td>9.7145%</td>\n",
       "      <td>11.1022%</td>\n",
       "      <td>12.4899%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUV</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.4400%</td>\n",
       "      <td>-0.8800%</td>\n",
       "      <td>-1.3200%</td>\n",
       "      <td>-1.7600%</td>\n",
       "      <td>-2.2000%</td>\n",
       "      <td>-2.6400%</td>\n",
       "      <td>-3.0800%</td>\n",
       "      <td>-3.5200%</td>\n",
       "      <td>-3.9600%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MMC</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4285%</td>\n",
       "      <td>2.8570%</td>\n",
       "      <td>4.2856%</td>\n",
       "      <td>5.7140%</td>\n",
       "      <td>7.1425%</td>\n",
       "      <td>8.5710%</td>\n",
       "      <td>9.9996%</td>\n",
       "      <td>11.4280%</td>\n",
       "      <td>12.8565%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MO</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.4266%</td>\n",
       "      <td>-2.8532%</td>\n",
       "      <td>-4.2798%</td>\n",
       "      <td>-5.7063%</td>\n",
       "      <td>-7.1329%</td>\n",
       "      <td>-8.5595%</td>\n",
       "      <td>-9.9861%</td>\n",
       "      <td>-11.4127%</td>\n",
       "      <td>-12.8392%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MSFT</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.4999%</td>\n",
       "      <td>2.9999%</td>\n",
       "      <td>4.4998%</td>\n",
       "      <td>5.9997%</td>\n",
       "      <td>7.4997%</td>\n",
       "      <td>8.9996%</td>\n",
       "      <td>10.4995%</td>\n",
       "      <td>11.9995%</td>\n",
       "      <td>13.4995%</td>\n",
       "      <td>...</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "      <td>100.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NI</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3616%</td>\n",
       "      <td>0.7232%</td>\n",
       "      <td>1.0849%</td>\n",
       "      <td>1.4465%</td>\n",
       "      <td>1.8081%</td>\n",
       "      <td>2.1697%</td>\n",
       "      <td>2.5313%</td>\n",
       "      <td>2.8928%</td>\n",
       "      <td>3.2545%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PCAR</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3091%</td>\n",
       "      <td>0.6183%</td>\n",
       "      <td>0.9274%</td>\n",
       "      <td>1.2365%</td>\n",
       "      <td>1.5456%</td>\n",
       "      <td>1.8548%</td>\n",
       "      <td>2.1639%</td>\n",
       "      <td>2.4730%</td>\n",
       "      <td>2.7821%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PSA</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.6416%</td>\n",
       "      <td>-3.2832%</td>\n",
       "      <td>-4.9247%</td>\n",
       "      <td>-6.5663%</td>\n",
       "      <td>-8.2079%</td>\n",
       "      <td>-9.8494%</td>\n",
       "      <td>-11.4910%</td>\n",
       "      <td>-13.1326%</td>\n",
       "      <td>-14.7741%</td>\n",
       "      <td>...</td>\n",
       "      <td>-21.3019%</td>\n",
       "      <td>-18.7802%</td>\n",
       "      <td>-16.3085%</td>\n",
       "      <td>-13.8805%</td>\n",
       "      <td>-11.4914%</td>\n",
       "      <td>-9.1368%</td>\n",
       "      <td>-6.8132%</td>\n",
       "      <td>-4.5176%</td>\n",
       "      <td>-2.2473%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SEE</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.0836%</td>\n",
       "      <td>-2.1672%</td>\n",
       "      <td>-3.2508%</td>\n",
       "      <td>-4.3343%</td>\n",
       "      <td>-5.4179%</td>\n",
       "      <td>-6.5015%</td>\n",
       "      <td>-7.5851%</td>\n",
       "      <td>-8.6687%</td>\n",
       "      <td>-9.7523%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>T</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.3610%</td>\n",
       "      <td>-0.7219%</td>\n",
       "      <td>-1.0829%</td>\n",
       "      <td>-1.4438%</td>\n",
       "      <td>-1.8048%</td>\n",
       "      <td>-2.1657%</td>\n",
       "      <td>-2.5267%</td>\n",
       "      <td>-2.8875%</td>\n",
       "      <td>-3.2485%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TGT</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.4871%</td>\n",
       "      <td>0.9743%</td>\n",
       "      <td>1.4614%</td>\n",
       "      <td>1.9485%</td>\n",
       "      <td>2.4357%</td>\n",
       "      <td>2.9228%</td>\n",
       "      <td>3.4099%</td>\n",
       "      <td>3.8971%</td>\n",
       "      <td>4.3842%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TMO</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.3839%</td>\n",
       "      <td>0.7677%</td>\n",
       "      <td>1.1516%</td>\n",
       "      <td>1.5355%</td>\n",
       "      <td>1.9194%</td>\n",
       "      <td>2.3033%</td>\n",
       "      <td>2.6872%</td>\n",
       "      <td>3.0711%</td>\n",
       "      <td>3.4550%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TXT</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-1.8754%</td>\n",
       "      <td>-3.7507%</td>\n",
       "      <td>-5.6261%</td>\n",
       "      <td>-7.5015%</td>\n",
       "      <td>-9.3768%</td>\n",
       "      <td>-11.2522%</td>\n",
       "      <td>-13.1276%</td>\n",
       "      <td>-15.0029%</td>\n",
       "      <td>-16.8783%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VZ</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0964%</td>\n",
       "      <td>0.1928%</td>\n",
       "      <td>0.2892%</td>\n",
       "      <td>0.3856%</td>\n",
       "      <td>0.4820%</td>\n",
       "      <td>0.5784%</td>\n",
       "      <td>0.6748%</td>\n",
       "      <td>0.7712%</td>\n",
       "      <td>0.8676%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ZION</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0844%</td>\n",
       "      <td>-0.1688%</td>\n",
       "      <td>-0.2533%</td>\n",
       "      <td>-0.3376%</td>\n",
       "      <td>-0.4220%</td>\n",
       "      <td>-0.5064%</td>\n",
       "      <td>-0.5908%</td>\n",
       "      <td>-0.6751%</td>\n",
       "      <td>-0.7595%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25 rows × 50 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           0        1        2        3        4        5         6   \\\n",
       "APA   0.0000% -0.7286% -1.4573% -2.1859% -2.9146% -3.6432%  -4.3719%   \n",
       "BA    0.0000%  1.0009%  2.0017%  3.0026%  4.0035%  5.0043%   6.0052%   \n",
       "BAX   0.0000%  0.7362%  1.4723%  2.2085%  2.9447%  3.6809%   4.4170%   \n",
       "BMY   0.0000% -1.0132% -2.0263% -3.0395% -4.0526% -5.0657%  -6.0789%   \n",
       "CMCSA 0.0000% -0.0535% -0.1070% -0.1605% -0.2140% -0.2675%  -0.3210%   \n",
       "CNP   0.0000%  0.9077%  1.8154%  2.7231%  3.6308%  4.5384%   5.4461%   \n",
       "CPB   0.0000% -0.2849% -0.5698% -0.8547% -1.1397% -1.4246%  -1.7095%   \n",
       "DE    0.0000%  0.7483%  1.4967%  2.2450%  2.9934%  3.7417%   4.4901%   \n",
       "HPQ   0.0000% -0.1228% -0.2457% -0.3685% -0.4913% -0.6141%  -0.7369%   \n",
       "JCI   0.0000% -0.2320% -0.4639% -0.6959% -0.9278% -1.1598%  -1.3918%   \n",
       "JPM   0.0000%  1.3878%  2.7756%  4.1634%  5.5511%  6.9389%   8.3267%   \n",
       "LUV   0.0000% -0.4400% -0.8800% -1.3200% -1.7600% -2.2000%  -2.6400%   \n",
       "MMC   0.0000%  1.4285%  2.8570%  4.2856%  5.7140%  7.1425%   8.5710%   \n",
       "MO    0.0000% -1.4266% -2.8532% -4.2798% -5.7063% -7.1329%  -8.5595%   \n",
       "MSFT  0.0000%  1.4999%  2.9999%  4.4998%  5.9997%  7.4997%   8.9996%   \n",
       "NI    0.0000%  0.3616%  0.7232%  1.0849%  1.4465%  1.8081%   2.1697%   \n",
       "PCAR  0.0000%  0.3091%  0.6183%  0.9274%  1.2365%  1.5456%   1.8548%   \n",
       "PSA   0.0000% -1.6416% -3.2832% -4.9247% -6.5663% -8.2079%  -9.8494%   \n",
       "SEE   0.0000% -1.0836% -2.1672% -3.2508% -4.3343% -5.4179%  -6.5015%   \n",
       "T     0.0000% -0.3610% -0.7219% -1.0829% -1.4438% -1.8048%  -2.1657%   \n",
       "TGT   0.0000%  0.4871%  0.9743%  1.4614%  1.9485%  2.4357%   2.9228%   \n",
       "TMO   0.0000%  0.3839%  0.7677%  1.1516%  1.5355%  1.9194%   2.3033%   \n",
       "TXT   0.0000% -1.8754% -3.7507% -5.6261% -7.5015% -9.3768% -11.2522%   \n",
       "VZ    0.0000%  0.0964%  0.1928%  0.2892%  0.3856%  0.4820%   0.5784%   \n",
       "ZION  0.0000% -0.0844% -0.1688% -0.2533% -0.3376% -0.4220%  -0.5064%   \n",
       "\n",
       "             7         8         9   ...        40        41        42  \\\n",
       "APA    -5.1005%  -5.8291%  -6.5578%  ... -78.6981% -81.2198% -83.6915%   \n",
       "BA      7.0061%   8.0069%   9.0078%  ...   0.0000%   0.0000%   0.0000%   \n",
       "BAX     5.1532%   5.8894%   6.6255%  ...   0.0000%   0.0000%   0.0000%   \n",
       "BMY    -7.0920%  -8.1052%  -9.1183%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "CMCSA  -0.3745%  -0.4280%  -0.4815%  ...   0.0000%   0.0000%   0.0000%   \n",
       "CNP     6.3539%   7.2615%   8.1692%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "CPB    -1.9944%  -2.2793%  -2.5642%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "DE      5.2384%   5.9868%   6.7351%  ...   0.0000%   0.0000%   0.0000%   \n",
       "HPQ    -0.8598%  -0.9825%  -1.1054%  ...   0.0000%   0.0000%   0.0000%   \n",
       "JCI    -1.6237%  -1.8556%  -2.0876%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "JPM     9.7145%  11.1022%  12.4899%  ...   0.0000%   0.0000%   0.0000%   \n",
       "LUV    -3.0800%  -3.5200%  -3.9600%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "MMC     9.9996%  11.4280%  12.8565%  ...   0.0000%   0.0000%   0.0000%   \n",
       "MO     -9.9861% -11.4127% -12.8392%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "MSFT   10.4995%  11.9995%  13.4995%  ... 100.0000% 100.0000% 100.0000%   \n",
       "NI      2.5313%   2.8928%   3.2545%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "PCAR    2.1639%   2.4730%   2.7821%  ...   0.0000%   0.0000%   0.0000%   \n",
       "PSA   -11.4910% -13.1326% -14.7741%  ... -21.3019% -18.7802% -16.3085%   \n",
       "SEE    -7.5851%  -8.6687%  -9.7523%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "T      -2.5267%  -2.8875%  -3.2485%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "TGT     3.4099%   3.8971%   4.3842%  ...   0.0000%   0.0000%   0.0000%   \n",
       "TMO     2.6872%   3.0711%   3.4550%  ...   0.0000%   0.0000%   0.0000%   \n",
       "TXT   -13.1276% -15.0029% -16.8783%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "VZ      0.6748%   0.7712%   0.8676%  ...  -0.0000%  -0.0000%  -0.0000%   \n",
       "ZION   -0.5908%  -0.6751%  -0.7595%  ...   0.0000%   0.0000%   0.0000%   \n",
       "\n",
       "             43        44        45        46        47        48         49  \n",
       "APA   -86.1195% -88.5086% -90.8632% -93.1868% -95.4824% -97.7527% -100.0000%  \n",
       "BA      0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "BAX     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "BMY    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "CMCSA   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "CNP    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%    0.0000%  \n",
       "CPB    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "DE      0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "HPQ     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "JCI    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "JPM     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "LUV    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "MMC     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "MO     -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "MSFT  100.0000% 100.0000% 100.0000% 100.0000% 100.0000% 100.0000%  100.0000%  \n",
       "NI     -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "PCAR    0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "PSA   -13.8805% -11.4914%  -9.1368%  -6.8132%  -4.5176%  -2.2473%   -0.0000%  \n",
       "SEE    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "T      -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "TGT     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "TMO     0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "TXT    -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "VZ     -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%  -0.0000%   -0.0000%  \n",
       "ZION    0.0000%   0.0000%   0.0000%   0.0000%   0.0000%   0.0000%    0.0000%  \n",
       "\n",
       "[25 rows x 50 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "port.upperdev = None # Deleting the upper bound for daily standard deviation\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = \"Max Return Dollar Neutral with Variance Constraint\" # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = plf.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                       rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                       marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition in absolute values\n",
    "\n",
    "ax = plf.plot_frontier_area(w_frontier=np.abs(frontier), cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Dollar Neutral Portfolio with a Constraint on CVaR\n",
    "\n",
    "### 4.1 Calculating Dollar Neutral Portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sum weights :  -0.0\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>-20.6271%</td>\n",
       "      <td>9.9557%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>12.1177%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-37.1917%</td>\n",
       "      <td>-21.6280%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-13.6005%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              APA      BA     BAX      BMY   CMCSA     CNP      CPB       DE  \\\n",
       "weights -20.6271% 9.9557% 0.0000% -0.0000% 0.0000% 0.0000% -0.0000% 12.1177%   \n",
       "\n",
       "            HPQ      JCI  ...       NI    PCAR       PSA       SEE        T  \\\n",
       "weights 0.0000% -0.0000%  ... -0.0000% 0.0000% -37.1917% -21.6280% -0.0000%   \n",
       "\n",
       "            TGT     TMO       TXT       VZ    ZION  \n",
       "weights 0.0000% 0.0000% -13.6005% -0.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "rm = 'CVaR' # Risk measure\n",
    "port.upperCVaR = 0.40/252**0.5 # Creating an upper bound for daily CVaR\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "print(\"Sum weights : \", np.round(np.sum(w.to_numpy()),4))\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "title = \"Max Return Dollar Neutral with CVaR Constraint\"\n",
    "ax = plf.plot_pie(w=w,\n",
    "                  title=title,\n",
    "                  others=0.05,\n",
    "                  nrow=25,\n",
    "                  cmap = \"tab20\",\n",
    "                  height=7,\n",
    "                  width=10,\n",
    "                  ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio using bar chart\n",
    "ax = plf.plot_bar(w,\n",
    "                  title=\"Max Return Dollar Neutral with CVaR Constraint\",\n",
    "                  kind=\"v\",\n",
    "                  others=0.05,\n",
    "                  nrow=25,\n",
    "                  height=6,\n",
    "                  width=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4.3 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>-0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.7633%</td>\n",
       "      <td>0.7791%</td>\n",
       "      <td>1.0024%</td>\n",
       "      <td>-2.2122%</td>\n",
       "      <td>-0.8085%</td>\n",
       "      <td>2.2102%</td>\n",
       "      <td>0.0767%</td>\n",
       "      <td>1.1581%</td>\n",
       "      <td>-0.5450%</td>\n",
       "      <td>-0.6881%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.3309%</td>\n",
       "      <td>0.0398%</td>\n",
       "      <td>-2.1882%</td>\n",
       "      <td>-1.5412%</td>\n",
       "      <td>0.0650%</td>\n",
       "      <td>1.0011%</td>\n",
       "      <td>1.5353%</td>\n",
       "      <td>-2.4237%</td>\n",
       "      <td>0.3146%</td>\n",
       "      <td>0.5368%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-1.5266%</td>\n",
       "      <td>1.5581%</td>\n",
       "      <td>2.0049%</td>\n",
       "      <td>-4.4243%</td>\n",
       "      <td>-1.6170%</td>\n",
       "      <td>4.4204%</td>\n",
       "      <td>0.1534%</td>\n",
       "      <td>2.3162%</td>\n",
       "      <td>-1.0900%</td>\n",
       "      <td>-1.3763%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.6617%</td>\n",
       "      <td>0.0796%</td>\n",
       "      <td>-4.3763%</td>\n",
       "      <td>-3.0823%</td>\n",
       "      <td>0.1299%</td>\n",
       "      <td>2.0021%</td>\n",
       "      <td>3.0706%</td>\n",
       "      <td>-4.8474%</td>\n",
       "      <td>0.6293%</td>\n",
       "      <td>1.0736%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-2.2899%</td>\n",
       "      <td>2.3372%</td>\n",
       "      <td>3.0073%</td>\n",
       "      <td>-6.6365%</td>\n",
       "      <td>-2.4255%</td>\n",
       "      <td>6.6306%</td>\n",
       "      <td>0.2300%</td>\n",
       "      <td>3.4744%</td>\n",
       "      <td>-1.6350%</td>\n",
       "      <td>-2.0644%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9926%</td>\n",
       "      <td>0.1194%</td>\n",
       "      <td>-6.5645%</td>\n",
       "      <td>-4.6235%</td>\n",
       "      <td>0.1949%</td>\n",
       "      <td>3.0032%</td>\n",
       "      <td>4.6059%</td>\n",
       "      <td>-7.2711%</td>\n",
       "      <td>0.9439%</td>\n",
       "      <td>1.6103%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-3.0531%</td>\n",
       "      <td>3.1162%</td>\n",
       "      <td>4.0098%</td>\n",
       "      <td>-8.8487%</td>\n",
       "      <td>-3.2339%</td>\n",
       "      <td>8.8408%</td>\n",
       "      <td>0.3067%</td>\n",
       "      <td>4.6325%</td>\n",
       "      <td>-2.1800%</td>\n",
       "      <td>-2.7526%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3234%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-8.7526%</td>\n",
       "      <td>-6.1647%</td>\n",
       "      <td>0.2599%</td>\n",
       "      <td>4.0042%</td>\n",
       "      <td>6.1412%</td>\n",
       "      <td>-9.6948%</td>\n",
       "      <td>1.2585%</td>\n",
       "      <td>2.1471%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       APA      BA     BAX      BMY    CMCSA     CNP      CPB      DE  \\\n",
       "0 -0.0000% 0.0000% 0.0000% -0.0000%  0.0000% 0.0000% -0.0000% 0.0000%   \n",
       "1 -0.7633% 0.7791% 1.0024% -2.2122% -0.8085% 2.2102%  0.0767% 1.1581%   \n",
       "2 -1.5266% 1.5581% 2.0049% -4.4243% -1.6170% 4.4204%  0.1534% 2.3162%   \n",
       "3 -2.2899% 2.3372% 3.0073% -6.6365% -2.4255% 6.6306%  0.2300% 3.4744%   \n",
       "4 -3.0531% 3.1162% 4.0098% -8.8487% -3.2339% 8.8408%  0.3067% 4.6325%   \n",
       "\n",
       "       HPQ      JCI  ...      NI    PCAR      PSA      SEE        T     TGT  \\\n",
       "0  0.0000% -0.0000%  ... 0.0000% 0.0000% -0.0000% -0.0000% -0.0000% 0.0000%   \n",
       "1 -0.5450% -0.6881%  ... 0.3309% 0.0398% -2.1882% -1.5412%  0.0650% 1.0011%   \n",
       "2 -1.0900% -1.3763%  ... 0.6617% 0.0796% -4.3763% -3.0823%  0.1299% 2.0021%   \n",
       "3 -1.6350% -2.0644%  ... 0.9926% 0.1194% -6.5645% -4.6235%  0.1949% 3.0032%   \n",
       "4 -2.1800% -2.7526%  ... 1.3234% 0.1592% -8.7526% -6.1647%  0.2599% 4.0042%   \n",
       "\n",
       "      TMO      TXT      VZ    ZION  \n",
       "0 0.0000% -0.0000% 0.0000% 0.0000%  \n",
       "1 1.5353% -2.4237% 0.3146% 0.5368%  \n",
       "2 3.0706% -4.8474% 0.6293% 1.0736%  \n",
       "3 4.6059% -7.2711% 0.9439% 1.6103%  \n",
       "4 6.1412% -9.6948% 1.2585% 2.1471%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "port.upperCVaR = None # Deleting the upper bound for daily CVaR\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "label = \"Max Return Dollar Neutral with CVaR Constraint\" # Title of point\n",
    "\n",
    "ax = plf.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                       rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                       marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition in absolute values\n",
    "\n",
    "ax = plf.plot_frontier_area(w_frontier=np.abs(frontier), cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
